├── .devcontainer ├── Dockerfile ├── devcontainer.json └── post-create-setup.ps1 ├── .github ├── CODE_OF_CONDUCT.md ├── ISSUE_TEMPLATE.md └── PULL_REQUEST_TEMPLATE.md ├── .gitignore ├── .vscode ├── launch.json ├── settings.json └── tasks.json ├── CHANGELOG.md ├── CONTRIBUTING.md ├── LICENSE.md ├── README.md ├── README_jp.md ├── azd-hooks ├── postdeploy.ps1 └── preprovision.ps1 ├── azure.yaml ├── data ├── data_generator │ ├── README.md │ ├── README_jp.md │ ├── requirements.txt │ └── src │ │ ├── config │ │ ├── bad_inv.config │ │ ├── bad_sow.config │ │ └── sow_inv.config │ │ ├── generate_invoices.py │ │ └── generate_sow.py └── sample_docs │ ├── Exercise3_Load_Bad_SOWandINV │ ├── INV-VL2024-001.pdf │ ├── INV-VL2024-002.pdf │ ├── INV-VL2024-003.pdf │ ├── INV-VL2024-004.pdf │ └── Statement_of_Work_VanArsdel_Ltd_Woodgrove_Bank_20231001.pdf │ ├── Exercise_1_Load_Invoices │ ├── INV-TR2024-002.pdf │ ├── INV-TR2024-003.pdf │ └── INV-TR2024-004.pdf │ ├── Exercise_2_Load_SOW_Invoices │ ├── INV-LP2024-001.pdf │ ├── INV-LP2024-002.pdf │ ├── INV-LP2024-003.pdf │ └── Statement_of_Work_Lucerne_Publishing_Woodgrove_Bank_20241201.pdf │ └── Seeded_Data │ ├── INV-AC2024-001.pdf │ ├── INV-AC2024-002.pdf │ ├── INV-AC2024-003.pdf │ ├── INV-AC2024-004.pdf │ ├── INV-TR2024-001.pdf │ ├── Statement_of_Work_Adatum_Corporation_Woodgrove_Bank_20241101.pdf │ ├── Statement_of_Work_Contoso_Ltd_Woodgrove_Bank_20240601.pdf │ ├── Statement_of_Work_Fabrikam_Inc_Woodgrove_Bank_20241101.pdf │ ├── Statement_of_Work_The_Phone_Company_Woodgrove_Bank_20241201.pdf │ ├── Statement_of_Work_Trey_Research_Woodgrove_Bank_20240501.pdf │ └── Statement_of_Work_VanArsdel_Ltd_Woodgrove_Bank_20241001.pdf ├── docs └── workshop │ ├── README.md │ ├── README_jp.md │ ├── docs │ ├── 01-Introduction │ │ ├── 01-App-Scenario.md │ │ ├── 02-App-Architecture.md │ │ ├── 03-Azure-Cost.md │ │ ├── 04-Data-Structure.md │ │ └── index.md │ ├── 02-Setup │ │ ├── 00-Prerequisites.md │ │ ├── 01-Install-Software.md │ │ ├── 02-Fork-Repo.md │ │ ├── 03-Select-Azure-Region.md │ │ ├── 04-Verify-Azure-Quota.md │ │ ├── 05-Provision-And-Deploy.md │ │ ├── 06-Validation.md │ │ ├── 07-Setup-Dev-Env.md │ │ ├── 08-Review-Manual-Process.md │ │ └── index.md │ ├── 03-Integrate-AI-Into-PostgreSQL │ │ ├── 01.md │ │ ├── 02.md │ │ ├── 03.md │ │ ├── 04.md │ │ ├── 05.md │ │ └── index.md │ ├── 04-Create-AI-Pipeline │ │ ├── 01.md │ │ ├── 02.md │ │ ├── 03.md │ │ ├── 04.md │ │ ├── 05.md │ │ └── index.md │ ├── 05-Build-Copilot │ │ ├── 01.md │ │ ├── 02.md │ │ ├── 03.md │ │ ├── 04.md │ │ ├── 05.md │ │ ├── 06.md │ │ ├── 07.md │ │ ├── 08.md │ │ └── index.md │ ├── 06-Improve-RAG-Accuracy │ │ ├── 01.md │ │ ├── 02.md │ │ ├── 03.md │ │ ├── 04.md │ │ ├── 05.md │ │ ├── 06.md │ │ ├── 07.md │ │ ├── 08.md │ │ └── index.md │ ├── 07-Redeploy │ │ └── index.md │ ├── Tear-Down │ │ └── index.md │ ├── img │ │ ├── allow-extensions-age.png │ │ ├── allow-extensions.png │ │ ├── aml-studio-endpoints-consume.png │ │ ├── aml-studio-endpoints-model-deployment-succeeded.png │ │ ├── aml-studio-endpoints.png │ │ ├── app-config-access-settings-endpoint.png │ │ ├── azure-ai-foundry-deploy-model-gpt4o.png │ │ ├── azure-ai-foundry-deploy-model-text-embedding-ada-002.png │ │ ├── azure-ai-foundry-deployments-deploy-base-model-button.png │ │ ├── azure-ai-foundry-deployments-embeddings.png │ │ ├── azure-ai-foundry-deployments-option.png │ │ ├── azure-ai-foundry-deployments.png │ │ ├── azure-ai-foundry-select-model-gpt4o.png │ │ ├── azure-ai-foundry-select-model-text-embedding-ada-002.png │ │ ├── azure-cost-analysis.png │ │ ├── azure-database-for-postgresql-server-name.png │ │ ├── azure-ml-quota-standard-dasv4.png │ │ ├── azure-ml-quota-subscription.png │ │ ├── azure-ml-request-quota-dialog.png │ │ ├── azure-ml-request-quota.png │ │ ├── azure-ml-workspace-launch-studio.png │ │ ├── azure-openai-keys-endpoints.png │ │ ├── azure-openai-resource-ai-foundry-portal-button.png │ │ ├── azure-openai-resource-list.png │ │ ├── azure-portal-api-container-app.png │ │ ├── azure-portal-entra-id-tenant-overview.png │ │ ├── azure-portal-openai-overview.png │ │ ├── azure-portal-portal-container-app.png │ │ ├── azure-portal-rg-aml-workspace.png │ │ ├── azure-portal-rg-ca-api.png │ │ ├── azure-portal-rg-ca-portal.png │ │ ├── azure-portal-rg-openai.png │ │ ├── azure-portal-search-entra-id.png │ │ ├── azure-postgresql-save-server-parameter-dialog.png │ │ ├── azure-postgresql-server-name.png │ │ ├── azure-storage-account-name.png │ │ ├── connect-to-pgadmin.png │ │ ├── copilot-architecture-diagram.png │ │ ├── copilot-data-flow-diagram.png │ │ ├── data-ingestion-validation-architecture-diagram.png │ │ ├── gen-ai-ops.png │ │ ├── git-hub-toolbar-fork.png │ │ ├── github-code-clone-https.png │ │ ├── github-create-fork.png │ │ ├── graphrag-solution-architecture.png │ │ ├── language-service-keys-endpoints.png │ │ ├── pgadmin-connect-server.png │ │ ├── pgadmin-connect-to-server.png │ │ ├── pgadmin-execute-script.png │ │ ├── pgadmin-register-server-general-tab.png │ │ ├── pgadmin-register-server.png │ │ ├── postgresql.svg │ │ ├── powershell-pwsh-error.png │ │ ├── powershell-verify-installation.png │ │ ├── rag-design-pattern.png │ │ ├── semantic-ranking-solution-architecture.png │ │ ├── shared-preload-libraries-add-age.png │ │ ├── solution-architecture-diagram.png │ │ ├── storage-account-access-keys.png │ │ ├── userportal-edit-sow-edit-milestone-edit.png │ │ ├── userportal-invoices-edit-validations-list-simplt.png │ │ ├── userportal-invoices-edit.png │ │ ├── userportal-invoices-list-edit-highlighted.png │ │ ├── userportal-sow-analyzing-message.png │ │ ├── userportal-sow-edit-overview-and-milestones.png │ │ ├── userportal-sow-edit-sow-chunks.png │ │ ├── userportal-sow-edit-validation-history.png │ │ ├── userportal-sow-edit-validations-section.png │ │ ├── userportal-sow-validating-message.png │ │ ├── userportal-sow-validation-results-finished.png │ │ ├── userportal-sows-list-first-edit-highlighted.png │ │ ├── userportal-sows-list.png │ │ ├── userportal-sows-new-button.png │ │ ├── userportal-sows-new-upload.png │ │ ├── validation-data-flow-diagram.png │ │ ├── vendors-invoices-sows-graph.png │ │ ├── vs-code-activity-bar-debug.png │ │ ├── vs-code-api-application-startup-complete.png │ │ ├── vs-code-debugger-toolbar.png │ │ ├── vs-code-graph-loader-complete.png │ │ ├── vs-code-python-debugger-terminal.png │ │ ├── vs-code-run-and-debug-portal-debugger.png │ │ ├── vs-code-run-and-debug-selection-graph-loader.png │ │ ├── vs-code-run-and-debug-selection.png │ │ ├── vs-code-start-debugging-graph-loader.png │ │ ├── vs-code-start-debugging.png │ │ ├── woodgrove-api-chat-response.png │ │ ├── woodgrove-api-chat-try-it-out-execute.png │ │ ├── woodgrove-api-chat-try-it-out.png │ │ ├── woodgrove-api-swagger-ui.png │ │ ├── woodgrove-bank-copilot-it-vendors.png │ │ ├── woodgrove-bank-copilot-vendor-invoicing-issues-pre-prompt-engineering.png │ │ ├── woodgrove-bank-portal-vendors.png │ │ └── woodgrove-portal-copilot.png │ └── index.md │ ├── ja │ ├── 01-Introduction │ │ ├── 01-App-Scenario.md │ │ ├── 02-App-Architecture.md │ │ ├── 03-Azure-Cost.md │ │ ├── 04-Data-Structure.md │ │ └── index.md │ ├── 02-Setup │ │ ├── 00-Prerequisites.md │ │ ├── 01-Install-Software.md │ │ ├── 02-Fork-Repo.md │ │ ├── 03-Select-Azure-Region.md │ │ ├── 04-Verify-Azure-Quota.md │ │ ├── 05-Provision-And-Deploy.md │ │ ├── 06-Validation.md │ │ ├── 07-Setup-Dev-Env.md │ │ ├── 08-Review-Manual-Process.md │ │ └── index.md │ ├── 03-Integrate-AI-Into-PostgreSQL │ │ ├── 01.md │ │ ├── 02.md │ │ ├── 03.md │ │ ├── 04.md │ │ ├── 05.md │ │ └── index.md │ ├── 04-Create-AI-Pipeline │ │ ├── 01.md │ │ ├── 02.md │ │ ├── 03.md │ │ ├── 04.md │ │ ├── 05.md │ │ └── index.md │ ├── 05-Build-Copilot │ │ ├── 01.md │ │ ├── 02.md │ │ ├── 03.md │ │ ├── 04.md │ │ ├── 05.md │ │ ├── 06.md │ │ ├── 07.md │ │ ├── 08.md │ │ └── index.md │ ├── 06-Improve-RAG-Accuracy │ │ ├── 01.md │ │ ├── 02.md │ │ ├── 03.md │ │ ├── 04.md │ │ ├── 05.md │ │ ├── 06.md │ │ ├── 07.md │ │ ├── 08.md │ │ └── index.md │ ├── 07-Redeploy │ │ └── index.md │ ├── Tear-Down │ │ └── index.md │ ├── img │ │ ├── allow-extensions-age.png │ │ ├── allow-extensions.png │ │ ├── aml-studio-endpoints-consume.png │ │ ├── aml-studio-endpoints-model-deployment-succeeded.png │ │ ├── aml-studio-endpoints.png │ │ ├── app-config-access-settings-endpoint.png │ │ ├── azure-ai-foundry-deploy-model-gpt4o.png │ │ ├── azure-ai-foundry-deploy-model-text-embedding-ada-002.png │ │ ├── azure-ai-foundry-deployments-deploy-base-model-button.png │ │ ├── azure-ai-foundry-deployments-embeddings.png │ │ ├── azure-ai-foundry-deployments-option.png │ │ ├── azure-ai-foundry-deployments.png │ │ ├── azure-ai-foundry-select-model-gpt4o.png │ │ ├── azure-ai-foundry-select-model-text-embedding-ada-002.png │ │ ├── azure-cost-analysis.png │ │ ├── azure-database-for-postgresql-server-name.png │ │ ├── azure-ml-quota-standard-dasv4.png │ │ ├── azure-ml-quota-subscription.png │ │ ├── azure-ml-request-quota-dialog.png │ │ ├── azure-ml-request-quota.png │ │ ├── azure-ml-workspace-launch-studio.png │ │ ├── azure-openai-keys-endpoints.png │ │ ├── azure-openai-resource-ai-foundry-portal-button.png │ │ ├── azure-openai-resource-list.png │ │ ├── azure-portal-api-container-app.png │ │ ├── azure-portal-entra-id-tenant-overview.png │ │ ├── azure-portal-openai-overview.png │ │ ├── azure-portal-portal-container-app.png │ │ ├── azure-portal-rg-aml-workspace.png │ │ ├── azure-portal-rg-ca-api.png │ │ ├── azure-portal-rg-ca-portal.png │ │ ├── azure-portal-rg-openai.png │ │ ├── azure-portal-search-entra-id.png │ │ ├── azure-postgresql-save-server-parameter-dialog.png │ │ ├── azure-postgresql-server-name.png │ │ ├── azure-storage-account-name.png │ │ ├── connect-to-pgadmin.png │ │ ├── copilot-architecture-diagram.png │ │ ├── copilot-data-flow-diagram.png │ │ ├── data-ingestion-validation-architecture-diagram.png │ │ ├── gen-ai-ops.png │ │ ├── git-hub-toolbar-fork.png │ │ ├── github-code-clone-https.png │ │ ├── github-create-fork.png │ │ ├── graphrag-solution-architecture.png │ │ ├── language-service-keys-endpoints.png │ │ ├── pgadmin-connect-server.png │ │ ├── pgadmin-connect-to-server.png │ │ ├── pgadmin-execute-script.png │ │ ├── pgadmin-register-server-general-tab.png │ │ ├── pgadmin-register-server.png │ │ ├── postgresql.svg │ │ ├── powershell-pwsh-error.png │ │ ├── powershell-verify-installation.png │ │ ├── rag-design-pattern.png │ │ ├── semantic-ranking-solution-architecture.png │ │ ├── shared-preload-libraries-add-age.png │ │ ├── solution-architecture-diagram.png │ │ ├── storage-account-access-keys.png │ │ ├── userportal-edit-sow-edit-milestone-edit.png │ │ ├── userportal-invoices-edit-validations-list-simplt.png │ │ ├── userportal-invoices-edit.png │ │ ├── userportal-invoices-list-edit-highlighted.png │ │ ├── userportal-sow-analyzing-message.png │ │ ├── userportal-sow-edit-overview-and-milestones.png │ │ ├── userportal-sow-edit-sow-chunks.png │ │ ├── userportal-sow-edit-validation-history.png │ │ ├── userportal-sow-edit-validations-section.png │ │ ├── userportal-sow-validating-message.png │ │ ├── userportal-sow-validation-results-finished.png │ │ ├── userportal-sows-list-first-edit-highlighted.png │ │ ├── userportal-sows-list.png │ │ ├── userportal-sows-new-button.png │ │ ├── userportal-sows-new-upload.png │ │ ├── validation-data-flow-diagram.png │ │ ├── vendors-invoices-sows-graph.png │ │ ├── vs-code-activity-bar-debug.png │ │ ├── vs-code-api-application-startup-complete.png │ │ ├── vs-code-debugger-toolbar.png │ │ ├── vs-code-graph-loader-complete.png │ │ ├── vs-code-python-debugger-terminal.png │ │ ├── vs-code-run-and-debug-portal-debugger.png │ │ ├── vs-code-run-and-debug-selection-graph-loader.png │ │ ├── vs-code-run-and-debug-selection.png │ │ ├── vs-code-start-debugging-graph-loader.png │ │ ├── vs-code-start-debugging.png │ │ ├── woodgrove-api-chat-response.png │ │ ├── woodgrove-api-chat-try-it-out-execute.png │ │ ├── woodgrove-api-chat-try-it-out.png │ │ ├── woodgrove-api-swagger-ui.png │ │ ├── woodgrove-bank-copilot-it-vendors.png │ │ ├── woodgrove-bank-copilot-vendor-invoicing-issues-pre-prompt-engineering.png │ │ ├── woodgrove-bank-portal-vendors.png │ │ └── woodgrove-portal-copilot.png │ └── index.md │ ├── mkdocs.yml │ └── overrides │ └── main.html ├── infra ├── abbreviations.json ├── app │ ├── API.bicep │ └── UserPortal.bicep ├── data_workflow.py ├── main.bicep ├── main.parameters.json └── shared │ ├── aml-workspace.bicep │ ├── appconfiguration.bicep │ ├── apps-env.bicep │ ├── document-intelligence.bicep │ ├── eventgrid-system-topic-subscription-webhook.bicep │ ├── eventgrid-system-topic.bicep │ ├── fetch-container-image.bicep │ ├── keyvault.bicep │ ├── language-service.bicep │ ├── monitoring.bicep │ ├── openai.bicep │ ├── postgresql.bicep │ ├── postgresql_administrator.bicep │ ├── postgresql_database.bicep │ ├── registry.bicep │ └── storage.bicep ├── scripts ├── aml │ ├── deploy_model_bge.ps1 │ ├── deploy_model_mini.ps1 │ └── model_asset │ │ ├── deployment-bge.yml │ │ ├── deployment-mini.yml │ │ ├── environment-bge │ │ ├── Dockerfile │ │ └── requirements.txt │ │ ├── environment-mini │ │ ├── Dockerfile │ │ └── requirements.txt │ │ ├── model-mini │ │ └── config.json │ │ ├── sample_request.json │ │ └── scoring │ │ ├── score_bge_aml.py │ │ └── score_mini_aml.py ├── sql │ ├── deploy-database-tables.sql │ ├── get-similar-invoices.sql │ ├── grant-permissions.sql │ ├── jonathon-test-lab.sql │ └── semantic_reranker.sql └── utils │ └── load_env.ps1 └── src ├── api ├── .gitignore ├── DOCKERFILE ├── app │ ├── .env.EXAMPLE │ ├── __init__.py │ ├── functions │ │ ├── __init__.py │ │ └── chat_functions.py │ ├── graph_loader.py │ ├── lifespan_manager.py │ ├── main.py │ ├── models │ │ ├── __init__.py │ │ ├── analyze_result.py │ │ ├── completion_request.py │ │ ├── completion_response.py │ │ ├── deliverable.py │ │ ├── invoice.py │ │ ├── invoice_line_item.py │ │ ├── list_response.py │ │ ├── milestone.py │ │ ├── prompt.py │ │ ├── sow.py │ │ ├── sow_chunks.py │ │ ├── status.py │ │ ├── validation.py │ │ ├── validation_request.py │ │ ├── validation_result.py │ │ └── vendor.py │ ├── prompts │ │ ├── copilot.txt │ │ ├── invoice_validation.txt │ │ └── sow_validation.txt │ ├── routers │ │ ├── __init__.py │ │ ├── completions.py │ │ ├── deliverables.py │ │ ├── documents.py │ │ ├── embeddings.py │ │ ├── invoice_line_items.py │ │ ├── invoices.py │ │ ├── milestones.py │ │ ├── sows.py │ │ ├── status.py │ │ ├── statuses.py │ │ ├── validation.py │ │ ├── vendors.py │ │ └── webhooks.py │ └── services │ │ ├── __init__.py │ │ ├── azure_doc_intelligence_service.py │ │ ├── azure_openai_service.py │ │ ├── config_service.py │ │ ├── database_service.py │ │ ├── prompt_service.py │ │ └── storage_service.py └── requirements.txt └── userportal ├── DOCKERFILE ├── README.md ├── README_jp.md ├── index.html ├── nginx.conf ├── package-lock.json ├── package.json ├── public ├── favicon.ico ├── logo.png ├── manifest.json ├── robots.txt └── user-avatar.svg ├── src ├── App.css ├── App.jsx ├── api │ ├── Api.jsx │ └── RESTHelper.jsx ├── components │ ├── ConfirmModal.jsx │ ├── CopilotChat.css │ ├── CopilotChat.jsx │ ├── PagedTable.jsx │ ├── Table.jsx │ ├── UserProfile.css │ └── UserProfile.jsx ├── main.css ├── main.jsx ├── pages │ ├── Login.css │ ├── Login.jsx │ ├── Shell.jsx │ ├── dashboard │ │ ├── dashboard.jsx │ │ └── index.jsx │ ├── deliverables │ │ ├── create.jsx │ │ ├── edit.jsx │ │ └── index.jsx │ ├── documents │ │ ├── index.jsx │ │ └── list.jsx │ ├── invoiceLineItems │ │ ├── create.jsx │ │ ├── edit.jsx │ │ └── index.jsx │ ├── invoices │ │ ├── create.jsx │ │ ├── edit.jsx │ │ ├── index.jsx │ │ └── list.jsx │ ├── milestones │ │ ├── create.jsx │ │ ├── edit.jsx │ │ └── index.jsx │ ├── sows │ │ ├── create.jsx │ │ ├── edit.jsx │ │ ├── index.jsx │ │ └── list.jsx │ └── vendors │ │ ├── create.jsx │ │ ├── edit.jsx │ │ ├── index.jsx │ │ └── list.jsx └── types │ └── index.ts ├── tsconfig.json └── 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